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Privacy-Preserving Data Mining

Summary: Privacy-preserving data mining: build models from perturbed training data without access to exact individual records. Introduces a reconstruction procedure to recover the original-data distributions, enabling decision-tree classifiers with accuracy close to that achieved with original data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3205
Venue
SIGMOD
Year
2000
Pagerank
0.00074232718
Overall Rank
40 | 99.73%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 51 citing papers.

Rank Citing Paper Year Venue Pagerank
83 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00053933811
111 Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release 2007 PODS 0.00047073785
136 Revealing Information while Preserving Privacy 2003 PODS 0.0004241101
147 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS 0.00041235556
177 Limiting Privacy Breaches in Privacy Preserving Data Mining 2003 PODS 0.0003788711
304 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00028290121
395 Dynamic Authenticated Index Structures for Outsourced Databases 2006 SIGMOD 0.00024433049
568 Practical Privacy: The SuLQ Framework 2005 PODS 0.00019949368
955 Privacy Preserving OLAP 2005 SIGMOD 0.00015075131
1,143 Privacy Preserving Vertical Federated Learning for Tree-based Models 2020 VLDB 0.00013710269
1,307 SMCQL: Secure Querying for Federated Databases 2017 VLDB 0.0001266709
1,382 Minimality Attack in Privacy Preserving Data Publishing 2007 VLDB 0.00012281313
1,386 A Privacy-Preserving Index for Range Queries 2004 VLDB 0.00012261809
1,633 Injecting Utility into Anonymized Datasets 2006 SIGMOD 0.00011060784
1,735 On k-Anonymity and the Curse of Dimensionality 2005 VLDB 0.00010723402
1,761 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 0.00010651764
1,862 Information Sharing Across Private Databases 2003 SIGMOD 0.00010286859
2,119 Two Can Keep a Secret: A Distributed Architecture for Secure Database Services 2005 CIDR 9.5090272e-05
2,235 Query Execution Assurance for Outsourced Databases 2005 VLDB 9.2268848e-05
2,421 Data Synthesis based on Generative Adversarial Networks 2018 VLDB 8.8514021e-05
2,655 Secure kNN Computation on Encrypted Databases 2009 SIGMOD 8.3622816e-05
3,258 Towards Robustness in Query Auditing 2006 VLDB 7.3150323e-05
3,760 Output Perturbation with Query Relaxation 2008 VLDB 6.7805033e-05
3,783 Time Series Compressibility and Privacy 2007 VLDB 6.7714995e-05
3,785 Checking for k-Anonymity Violation by Views 2005 VLDB 6.7690512e-05
4,170 Distributed Privacy Preserving Information Sharing 2005 VLDB 6.3899742e-05
4,524 Anonymization of Set-Valued Data via Top-Down, Local Generalization 2009 VLDB 6.1133444e-05
4,668 PrivateClean: Data Cleaning and Differential Privacy 2016 SIGMOD 6.0115918e-05
4,794 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 5.9161511e-05
4,899 Deriving Private Information from Randomized Data 2005 SIGMOD 5.8439867e-05
5,367 Fast Range Query Processing with Strong Privacy Protection for Cloud Computing 2014 VLDB 5.5457837e-05
6,277 Vision Paper: Enabling Privacy for the Paranoids 2004 VLDB 5.1311821e-05
7,541 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS 4.7157092e-05
8,283 Measuring Re-identification Risk 2023 SIGMOD 4.5435639e-05
8,315 Computational Complexity of Itemset Frequency Satisfiability 2004 PODS 4.5435639e-05
8,352 Privacy-MaxEnt: Integrating Background Knowledge in Privacy Quantification 2008 SIGMOD 4.5386781e-05
8,353 To Do or Not To Do: The Dilemma of Disclosing Anonymized Data 2005 SIGMOD 4.5386781e-05
9,336 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB 4.3556432e-05
9,338 Preservation of Proximity Privacy in Publishing Numerical Sensitive Data 2008 SIGMOD 4.3556432e-05
9,654 TransNet: Training Privacy-Preserving Neural Network over Transformed Layer 2020 VLDB 4.3109001e-05
10,231 Bifrost: A Much Simpler Secure Two-Party Data Join Protocol for Secure Data Analytics 2026 VLDB 4.1945683e-05
11,058 LLM-PBE: Assessing Data Privacy in Large Language Models 2024 VLDB 4.1945683e-05
12,087 Lightweight Privacy-Preserving Peer-to-Peer Data Integration 2013 VLDB 4.1945683e-05
12,104 The Power of the Dinur-Nissim Algorithm: Breaking Privacy of Statistical and Graph Databases 2012 PODS 4.1945683e-05
12,112 Aggregate Suppression for Enterprise Search Engines 2012 SIGMOD 4.1945683e-05
12,189 Randomized Generalization for Aggregate Suppression Over Hidden Web Databases 2011 VLDB 4.1945683e-05
12,229 Non-homogeneous Generalization in Privacy Preserving Data Publishing 2010 SIGMOD 4.1945683e-05
12,301 Privacy Preservation of Aggregates in Hidden Databases: Why and How? 2009 SIGMOD 4.1945683e-05
12,352 Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss 2009 VLDB 4.1945683e-05
12,459 Security in Outsourcing of Association Rule Mining 2007 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
89 Statistical Databases: Characteristics, Problems, and Some Solutions 1982 VLDB 0.0005230007
230 An Interval Classifier for Database Mining Applications 1992 VLDB 0.00032217064
482 A study on the protection of statistical data bases 1977 SIGMOD 0.00022165082
523 Recovering Information from Summary Data 1997 VLDB 0.00021089782
564 An Analytic Approach to Statistical Databases 1983 VLDB 0.00020017414
1,107 SPRINT: A Scalable Parallel Classifier for Data Mining 1996 VLDB 0.00013985717
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Overall Rank Paper Year Venue Pagerank
3,381 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB 7.1604078e-05
4,899 Deriving Private Information from Randomized Data 2005 SIGMOD 5.8439867e-05
10,041 A General Framework for Per-record Differential Privacy 2026 SIGMOD 4.1945683e-05
3,097 Publishing Set-Valued Data via Differential Privacy 2011 VLDB 7.5647028e-05
4,039 Differential Privacy in Telco Big Data Platform 2015 VLDB 6.5075964e-05
5,772 Mining Frequent Patterns with Differential Privacy 2013 VLDB 5.3322378e-05
177 Limiting Privacy Breaches in Privacy Preserving Data Mining 2003 PODS 0.0003788711
559 Maintaining Data Privacy in Association Rule Mining 2002 VLDB 0.00020147576
147 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS 0.00041235556
12,616 Privacy in Data Systems 2003 PODS 4.1945683e-05